# Traefik vs Azure Application Gateway: which do AI models recommend for load balancers, October 2026

IT AI Recommendation Index, October 2026 Edition, Load balancers. Zero of fourteen models named Traefik first on the direct prompt; one named Azure Application Gateway. Page: https://it-ai-index.com/network/load-balancers/traefik-vs-azure-application-gateway/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Traefik | 2% | #6 of 13 | 0% | 21 | 10 of 14 |
| Azure Application Gateway | 2% | #8 of 13 | 0% | 10 | 8 of 14 |

## The direct prompt, model by model

- Qwen 3.7 Flash: azure application gateway first (first choices: AWS Elastic Load Balancing, Azure Application Gateway, NGINX) (alternatives: Cloudflare Load Balancing, HAProxy)
- Gemini 3.5 Flash: neither first, one named (first choices: Cloudflare Load Balancing) (alternatives: AWS Elastic Load Balancing, Azure Application Gateway, HAProxy, NGINX, Progress Kemp LoadMaster)
- Perplexity Sonar: neither first, one named (first choices: HAProxy) (alternatives: AWS Elastic Load Balancing, Azure Application Gateway)
- GPT-6 Luna: neither first, one named (first choices: AWS Application Load Balancer) (alternatives: Azure Application Gateway, Azure Load Balancer, Cloudflare Load Balancing, Google Cloud Application Load Balancer, Google Cloud Network Load Balancer)
- Claude Haiku 4.5: neither named (first choices: AWS Elastic Load Balancing, Azure Load Balancer, NGINX) (alternatives: Citrix ADC, F5, HAProxy)
- GPT-5.4 mini: neither named (first choices: Application Load Balancer) (alternatives: Azure Load Balancer, Google Cloud's Application Load Balancer, Network Load Balancer)
- Grok 4.1 Fast: neither named (first choices: HAProxy, NGINX) (alternatives: AWS ALB, Azure Load Balancer, Cloudflare Load Balancing, GCP Cloud Load Balancing, Progress Kemp LoadMaster)
- Mistral Small: neither named (first choices: Cloudflare Load Balancing) (alternatives: HAProxy, Progress Kemp LoadMaster, VMware Avi Load Balancer)
- DeepSeek V4 Flash: neither named (first choices: Progress Kemp LoadMaster) (alternatives: AWS Application Load Balancer, Cloudflare Load Balancing, HAProxy, NGINX)
- Llama 4 Maverick: neither named
- Kimi K2: neither named (first choices: HAProxy, Progress Kemp LoadMaster) (alternatives: F5 NGINX)
- GLM 4.7 FlashX: neither named (first choices: NGINX, Progress Kemp LoadMaster) (alternatives: F5 BIG-IP, HAProxy)
- MiniMax M2.5: neither named (first choices: Progress Kemp LoadMaster) (alternatives: AWS Elastic Load Balancing, Azure Load Balancer, Cloudflare Load Balancing, GCP Cloud Load Balancing, NGINX)
- Muse Glimmer 30B: neither named (first choices: Progress Kemp LoadMaster) (alternatives: AWS Elastic Load Balancing, Azure Load Balancer, Cloudflare Load Balancing, HAProxy, NGINX)

## What the models said about Traefik

- "For most small businesses today, Traefik offers the best balance of cost (free), ease of management (auto-discovery), and functionality" (Qwen 3.7 Flash, budget prompt, first choice)
- "Cloud-native champion - designed for containers ... Kubernetes/container-heavy | Traefik or NGINX Ingress" (Kimi K2, comparative prompt, first choice)
- "If you run Docker/Kubernetes: Go with Traefik. It integrates seamlessly and reduces operational overhead." (Kimi K2, budget prompt, alternative)

## What the models said about Azure Application Gateway

- "Use the Application Gateway on Azure or Network Load Balancer (NLB) on AWS if you have strict compliance requirements" (Qwen 3.7 Flash, direct prompt, first choice)
- "If everything is already in Azure and you prefer a managed service, Azure Application Gateway is a natural fit." (MiniMax M2.5, paraphrase prompt, alternative)
- "AWS Elastic Load Balancing (ALB/NLB) or Azure's Application Gateway run directly within your cloud architecture." (Gemini 3.5 Flash, direct prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.